Machine Learning & Deep Learning

Detailed Course Index

Duration: 456 hours + 11 days Project

Job Description

Eligibility Criteria: Pass in CP SPF with minimum score 60% / Pass in FTP Java with minimum score 80% + Pass in 12th Standard or equivalent with 70% marks in Mathematics
Placement Assistance: 100%

Average Base Salary:

INR 752000 per annum

Module 1: Fundamentals of Linear Algebra (72hrs)

• Systems of Linear Equations
• Row Reduction and Echelon Forms
• Matrix Operations, including inverses
• Block Matrices
• Linear Dependence and Independence
• Subspaces, Bases and Dimensions
• Orthogonal Bases and Orthogonal Projections
• Gram-Schmidt Process
• Linear Models and Least-Square Problems
• Determinants and their properties
• Cramer’s Rule
• Eigenvalues and Eigenvectors
• Diagonalization of a Matrix
• Symmetric Matrices
• Linear Transformations
• Singular Value Decomposition
• Module Assessment Test

Module 2: Statistics and Probability (72 hours)

• Counting
• Random Variables, Distributions, Quantities, and Mean VarianceS
• Conditional Probability, Bayes’ theorem, and Base Rate FallacyS
• Joint Distributions, Covariance, Correlation, and IndependenceS
• Central Limit Theorem
• Bayesian Inference with Known Priors, and Probability IntervalsS
• Conjugate Priors
• Bayesian Inference with Unknown Priors
• Frequentist Significance Tests, and Confidence Intervals
• Resampling Methods: Bootstrappingriors
• Linear Regressionorem
• Module Assessment Test

Module 3: Linux (72hrs)

• Linux Foundation
• Linux Filesystem Tree Layoute
• Processesndation
• Signals
• Package Management Systemsute
• RPM (Red Hat Package Manager)
• dpkg (package manager for Debian-based systems)